{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/open-mmlab/mmsegmentation/blob/master/demo/MMSegmentation_Tutorial.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FVmnaxFJvsb8"
   },
   "source": [
    "# MMSegmentation Tutorial\n",
    "Welcome to MMSegmentation! \n",
    "\n",
    "In this tutorial, we demo\n",
    "* How to do inference with MMSeg trained weight\n",
    "* How to train on your own dataset and visualize the results. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QS8YHrEhbpas"
   },
   "source": [
    "## Install MMSegmentation\n",
    "This step may take several minutes. \n",
    "\n",
    "We use PyTorch 1.10 and CUDA 11.1 for this tutorial. You may install other versions by change the version number in pip install command. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "UWyLrLYaNEaL",
    "outputId": "32a47fe3-f10d-47a1-f6b9-b7c235abdab1"
   },
   "outputs": [],
   "source": [
    "# Check nvcc version\n",
    "!nvcc -V\n",
    "# Check GCC version\n",
    "!gcc --version"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Ki3WUBjKbutg",
    "outputId": "14bd14b0-4d8c-4fa9-e3f9-da35c0efc0d5"
   },
   "outputs": [],
   "source": [
    "# Install PyTorch\n",
    "!pip install torch==1.12.0 torchvision --extra-index-url https://download.pytorch.org/whl/cu113\n",
    "# Install MMCV\n",
    "!pip install openmim\n",
    "!mim install mmcv-full==1.6.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nR-hHRvbNJJZ",
    "outputId": "10c3b131-d4db-458c-fc10-b94b1c6ed546"
   },
   "outputs": [],
   "source": [
    "!rm -rf mmsegmentation\n",
    "!git clone https://github.com/open-mmlab/mmsegmentation.git \n",
    "%cd mmsegmentation\n",
    "!pip install -e ."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "mAE_h7XhPT7d",
    "outputId": "83bf0f8e-fc69-40b1-f9fe-0025724a217c"
   },
   "outputs": [],
   "source": [
    "# Check Pytorch installation\n",
    "import torch, torchvision\n",
    "print(torch.__version__, torch.cuda.is_available())\n",
    "\n",
    "# Check MMSegmentation installation\n",
    "import mmseg\n",
    "print(mmseg.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eUcuC3dUv32I"
   },
   "source": [
    "## Run Inference with MMSeg trained weight"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "2hd41IGaiNet",
    "outputId": "b7b2aafc-edf2-43e4-ea43-0b5dd0aa4b4a"
   },
   "outputs": [],
   "source": [
    "!mkdir checkpoints\n",
    "!wget https://download.openmmlab.com/mmsegmentation/v0.5/pspnet/pspnet_r50-d8_512x1024_40k_cityscapes/pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth -P checkpoints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "H8Fxg8i-wHJE"
   },
   "outputs": [],
   "source": [
    "from mmseg.apis import inference_segmentor, init_segmentor, show_result_pyplot\n",
    "from mmseg.core.evaluation import get_palette"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "umk8sJ0Xuace"
   },
   "outputs": [],
   "source": [
    "config_file = 'configs/pspnet/pspnet_r50-d8_512x1024_40k_cityscapes.py'\n",
    "checkpoint_file = 'checkpoints/pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nWlQFuTgudxu",
    "outputId": "5e45f4f6-5bcf-4d04-bb9c-0428ee84a576"
   },
   "outputs": [],
   "source": [
    "# build the model from a config file and a checkpoint file\n",
    "model = init_segmentor(config_file, checkpoint_file, device='cuda:0')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "izFv6pSRujk9"
   },
   "outputs": [],
   "source": [
    "# test a single image\n",
    "img = 'demo/demo.png'\n",
    "result = inference_segmentor(model, img)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 504
    },
    "id": "bDcs9udgunQK",
    "outputId": "7c55f713-4085-47fd-fa06-720a321d0795"
   },
   "outputs": [],
   "source": [
    "# show the results\n",
    "show_result_pyplot(model, img, result, get_palette('cityscapes'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Ta51clKX4cwM"
   },
   "source": [
    "## Train a semantic segmentation model on a new dataset\n",
    "\n",
    "To train on a customized dataset, the following steps are necessary. \n",
    "1. Add a new dataset class. \n",
    "2. Create a config file accordingly. \n",
    "3. Perform training and evaluation. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "AcZg6x_K5Zs3"
   },
   "source": [
    "### Add a new dataset\n",
    "\n",
    "Datasets in MMSegmentation require image and semantic segmentation maps to be placed in folders with the same prefix. To support a new dataset, we may need to modify the original file structure. \n",
    "\n",
    "In this tutorial, we give an example of converting the dataset. You may refer to [docs](https://github.com/open-mmlab/mmsegmentation/blob/master/docs/en/tutorials/customize_datasets.md#customize-datasets-by-reorganizing-data) for details about dataset reorganization. \n",
    "\n",
    "We use [Stanford Background Dataset](http://dags.stanford.edu/projects/scenedataset.html) as an example. The dataset contains 715 images chosen from existing public datasets [LabelMe](http://labelme.csail.mit.edu), [MSRC](http://research.microsoft.com/en-us/projects/objectclassrecognition), [PASCAL VOC](http://pascallin.ecs.soton.ac.uk/challenges/VOC) and [Geometric Context](http://www.cs.illinois.edu/homes/dhoiem/). Images from these datasets are mainly outdoor scenes, each containing approximately 320-by-240 pixels. \n",
    "In this tutorial, we use the region annotations as labels. There are 8 classes in total, i.e. sky, tree, road, grass, water, building, mountain, and foreground object. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "TFIt7MHq5Wls",
    "outputId": "74a126e4-c8a4-4d2f-a910-b58b71843a23"
   },
   "outputs": [],
   "source": [
    "# download and unzip\n",
    "!wget http://dags.stanford.edu/data/iccv09Data.tar.gz -O stanford_background.tar.gz\n",
    "!tar xf stanford_background.tar.gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 377
    },
    "id": "78LIci7F9WWI",
    "outputId": "c432ddac-5a50-47b1-daac-5a26b07afea2",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's take a look at the dataset\n",
    "import mmcv\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = mmcv.imread('iccv09Data/images/6000124.jpg')\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.imshow(mmcv.bgr2rgb(img))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "L5mNQuc2GsVE"
   },
   "source": [
    "We need to convert the annotation into semantic map format as an image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "WnGZfribFHCx",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "import os.path as osp\n",
    "import numpy as np\n",
    "from PIL import Image\n",
    "# convert dataset annotation to semantic segmentation map\n",
    "data_root = './iccv09Data'\n",
    "img_dir = 'images'\n",
    "ann_dir = 'labels'\n",
    "# define class and plaette for better visualization\n",
    "classes = ('sky', 'tree', 'road', 'grass', 'water', 'bldg', 'mntn', 'fg obj')\n",
    "palette = [[128, 128, 128], [129, 127, 38], [120, 69, 125], [53, 125, 34], \n",
    "           [0, 11, 123], [118, 20, 12], [122, 81, 25], [241, 134, 51]]\n",
    "for file in mmcv.scandir(osp.join(data_root, ann_dir), suffix='.regions.txt'):\n",
    "  seg_map = np.loadtxt(osp.join(data_root, ann_dir, file)).astype(np.uint8)\n",
    "  seg_img = Image.fromarray(seg_map).convert('P')\n",
    "  seg_img.putpalette(np.array(palette, dtype=np.uint8))\n",
    "  seg_img.save(osp.join(data_root, ann_dir, file.replace('.regions.txt', \n",
    "                                                         '.png')))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 377
    },
    "id": "5MCSS9ABfSks",
    "outputId": "92b9bafc-589e-48fc-c9e9-476f125d6522",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 800x600 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's take a look at the segmentation map we got\n",
    "import matplotlib.patches as mpatches\n",
    "img = Image.open('iccv09Data/labels/6000124.png')\n",
    "plt.figure(figsize=(8, 6))\n",
    "im = plt.imshow(np.array(img.convert('RGB')))\n",
    "\n",
    "# create a patch (proxy artist) for every color \n",
    "patches = [mpatches.Patch(color=np.array(palette[i])/255., \n",
    "                          label=classes[i]) for i in range(8)]\n",
    "# put those patched as legend-handles into the legend\n",
    "plt.legend(handles=patches, bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0., \n",
    "           fontsize='large')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "WbeLYCp2k5hl",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "# split train/val set randomly\n",
    "split_dir = 'splits'\n",
    "mmcv.mkdir_or_exist(osp.join(data_root, split_dir))\n",
    "filename_list = [osp.splitext(filename)[0] for filename in mmcv.scandir(\n",
    "    osp.join(data_root, ann_dir), suffix='.png')]\n",
    "with open(osp.join(data_root, split_dir, 'train.txt'), 'w') as f:\n",
    "  # select first 4/5 as train set\n",
    "  train_length = int(len(filename_list)*4/5)\n",
    "  f.writelines(line + '\\n' for line in filename_list[:train_length])\n",
    "with open(osp.join(data_root, split_dir, 'val.txt'), 'w') as f:\n",
    "  # select last 1/5 as train set\n",
    "  f.writelines(line + '\\n' for line in filename_list[train_length:])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "HchvmGYB_rrO"
   },
   "source": [
    "After downloading the data, we need to implement `load_annotations` function in the new dataset class `StanfordBackgroundDataset`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "LbsWOw62_o-X",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "from mmseg.datasets.builder import DATASETS\n",
    "from mmseg.datasets.custom import CustomDataset\n",
    "\n",
    "@DATASETS.register_module()\n",
    "class StanfordBackgroundDataset(CustomDataset):\n",
    "  CLASSES = classes\n",
    "  PALETTE = palette\n",
    "  def __init__(self, split, **kwargs):\n",
    "    super().__init__(img_suffix='.jpg', seg_map_suffix='.png', \n",
    "                     split=split, **kwargs)\n",
    "    assert osp.exists(self.img_dir) and self.split is not None\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yUVtmn3Iq3WA"
   },
   "source": [
    "### Create a config file\n",
    "In the next step, we need to modify the config for the training. To accelerate the process, we finetune the model from trained weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "Wwnj9tRzqX_A",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [],
   "source": [
    "from mmcv import Config\n",
    "cfg = Config.fromfile('../pspnet_r50-d8_512x1024_40k_cityscapes.py')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "1y2oV5w97jQo"
   },
   "source": [
    "Since the given config is used to train PSPNet on the cityscapes dataset, we need to modify it accordingly for our new dataset.  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "eyKnYC1Z7iCV",
    "outputId": "6195217b-187f-4675-994b-ba90d8bb3078",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "text": [
      "Config:\n",
      "norm_cfg = dict(type='BN', requires_grad=True)\n",
      "model = dict(\n",
      "    type='EncoderDecoder',\n",
      "    pretrained='open-mmlab://resnet50_v1c',\n",
      "    backbone=dict(\n",
      "        type='ResNetV1c',\n",
      "        depth=50,\n",
      "        num_stages=4,\n",
      "        out_indices=(0, 1, 2, 3),\n",
      "        dilations=(1, 1, 2, 4),\n",
      "        strides=(1, 2, 1, 1),\n",
      "        norm_cfg=dict(type='BN', requires_grad=True),\n",
      "        norm_eval=False,\n",
      "        style='pytorch',\n",
      "        contract_dilation=True,\n",
      "        pretrained='open-mmlab://resnet50_v1c'),\n",
      "    decode_head=dict(\n",
      "        type='PSPHead',\n",
      "        in_channels=2048,\n",
      "        in_index=3,\n",
      "        channels=512,\n",
      "        pool_scales=(1, 2, 3, 6),\n",
      "        dropout_ratio=0.1,\n",
      "        num_classes=8,\n",
      "        norm_cfg=dict(type='BN', requires_grad=True),\n",
      "        align_corners=False,\n",
      "        loss_decode=dict(\n",
      "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=1.0)),\n",
      "    auxiliary_head=dict(\n",
      "        type='FCNHead',\n",
      "        in_channels=1024,\n",
      "        in_index=2,\n",
      "        channels=256,\n",
      "        num_convs=1,\n",
      "        concat_input=False,\n",
      "        dropout_ratio=0.1,\n",
      "        num_classes=8,\n",
      "        norm_cfg=dict(type='BN', requires_grad=True),\n",
      "        align_corners=False,\n",
      "        loss_decode=dict(\n",
      "            type='CrossEntropyLoss', use_sigmoid=False, loss_weight=0.4)),\n",
      "    train_cfg=dict(),\n",
      "    test_cfg=dict(mode='whole'))\n",
      "dataset_type = 'StanfordBackgroundDataset'\n",
      "data_root = './iccv09Data'\n",
      "img_norm_cfg = dict(\n",
      "    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\n",
      "crop_size = (256, 256)\n",
      "train_pipeline = [\n",
      "    dict(type='LoadImageFromFile'),\n",
      "    dict(type='LoadAnnotations'),\n",
      "    dict(type='Resize', img_scale=(320, 240), ratio_range=(0.5, 2.0)),\n",
      "    dict(type='RandomCrop', crop_size=(256, 256), cat_max_ratio=0.75),\n",
      "    dict(type='RandomFlip', flip_ratio=0.5),\n",
      "    dict(type='PhotoMetricDistortion'),\n",
      "    dict(\n",
      "        type='Normalize',\n",
      "        mean=[123.675, 116.28, 103.53],\n",
      "        std=[58.395, 57.12, 57.375],\n",
      "        to_rgb=True),\n",
      "    dict(type='Pad', size=(256, 256), pad_val=0, seg_pad_val=255),\n",
      "    dict(type='DefaultFormatBundle'),\n",
      "    dict(type='Collect', keys=['img', 'gt_semantic_seg'])\n",
      "]\n",
      "test_pipeline = [\n",
      "    dict(type='LoadImageFromFile'),\n",
      "    dict(\n",
      "        type='MultiScaleFlipAug',\n",
      "        img_scale=(320, 240),\n",
      "        flip=False,\n",
      "        transforms=[\n",
      "            dict(type='Resize', keep_ratio=True),\n",
      "            dict(type='RandomFlip'),\n",
      "            dict(\n",
      "                type='Normalize',\n",
      "                mean=[123.675, 116.28, 103.53],\n",
      "                std=[58.395, 57.12, 57.375],\n",
      "                to_rgb=True),\n",
      "            dict(type='ImageToTensor', keys=['img']),\n",
      "            dict(type='Collect', keys=['img'])\n",
      "        ])\n",
      "]\n",
      "data = dict(\n",
      "    samples_per_gpu=8,\n",
      "    workers_per_gpu=8,\n",
      "    train=dict(\n",
      "        type='StanfordBackgroundDataset',\n",
      "        data_root='./iccv09Data',\n",
      "        img_dir='images',\n",
      "        ann_dir='labels',\n",
      "        pipeline=[\n",
      "            dict(type='LoadImageFromFile'),\n",
      "            dict(type='LoadAnnotations'),\n",
      "            dict(type='Resize', img_scale=(320, 240), ratio_range=(0.5, 2.0)),\n",
      "            dict(type='RandomCrop', crop_size=(256, 256), cat_max_ratio=0.75),\n",
      "            dict(type='RandomFlip', flip_ratio=0.5),\n",
      "            dict(type='PhotoMetricDistortion'),\n",
      "            dict(\n",
      "                type='Normalize',\n",
      "                mean=[123.675, 116.28, 103.53],\n",
      "                std=[58.395, 57.12, 57.375],\n",
      "                to_rgb=True),\n",
      "            dict(type='Pad', size=(256, 256), pad_val=0, seg_pad_val=255),\n",
      "            dict(type='DefaultFormatBundle'),\n",
      "            dict(type='Collect', keys=['img', 'gt_semantic_seg'])\n",
      "        ],\n",
      "        split='splits/train.txt'),\n",
      "    val=dict(\n",
      "        type='StanfordBackgroundDataset',\n",
      "        data_root='./iccv09Data',\n",
      "        img_dir='images',\n",
      "        ann_dir='labels',\n",
      "        pipeline=[\n",
      "            dict(type='LoadImageFromFile'),\n",
      "            dict(\n",
      "                type='MultiScaleFlipAug',\n",
      "                img_scale=(320, 240),\n",
      "                flip=False,\n",
      "                transforms=[\n",
      "                    dict(type='Resize', keep_ratio=True),\n",
      "                    dict(type='RandomFlip'),\n",
      "                    dict(\n",
      "                        type='Normalize',\n",
      "                        mean=[123.675, 116.28, 103.53],\n",
      "                        std=[58.395, 57.12, 57.375],\n",
      "                        to_rgb=True),\n",
      "                    dict(type='ImageToTensor', keys=['img']),\n",
      "                    dict(type='Collect', keys=['img'])\n",
      "                ])\n",
      "        ],\n",
      "        split='splits/val.txt'),\n",
      "    test=dict(\n",
      "        type='StanfordBackgroundDataset',\n",
      "        data_root='./iccv09Data',\n",
      "        img_dir='images',\n",
      "        ann_dir='labels',\n",
      "        pipeline=[\n",
      "            dict(type='LoadImageFromFile'),\n",
      "            dict(\n",
      "                type='MultiScaleFlipAug',\n",
      "                img_scale=(320, 240),\n",
      "                flip=False,\n",
      "                transforms=[\n",
      "                    dict(type='Resize', keep_ratio=True),\n",
      "                    dict(type='RandomFlip'),\n",
      "                    dict(\n",
      "                        type='Normalize',\n",
      "                        mean=[123.675, 116.28, 103.53],\n",
      "                        std=[58.395, 57.12, 57.375],\n",
      "                        to_rgb=True),\n",
      "                    dict(type='ImageToTensor', keys=['img']),\n",
      "                    dict(type='Collect', keys=['img'])\n",
      "                ])\n",
      "        ],\n",
      "        split='splits/val.txt'))\n",
      "log_config = dict(\n",
      "    interval=10, hooks=[dict(type='TextLoggerHook', by_epoch=False)])\n",
      "dist_params = dict(backend='nccl')\n",
      "log_level = 'INFO'\n",
      "load_from = '../pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth'\n",
      "resume_from = None\n",
      "workflow = [('train', 1)]\n",
      "cudnn_benchmark = True\n",
      "optimizer = dict(type='SGD', lr=0.01, momentum=0.9, weight_decay=0.0005)\n",
      "optimizer_config = dict(type='OptimizerHook')\n",
      "lr_config = dict(\n",
      "    power=0.9, min_lr=0.0001, by_epoch=False, type='PolyLrUpdaterHook')\n",
      "runner = dict(type='IterBasedRunner', max_iters=200)\n",
      "checkpoint_config = dict(by_epoch=False, interval=200, type='CheckpointHook')\n",
      "evaluation = dict(interval=200, metric='mIoU', pre_eval=True, by_epoch=False)\n",
      "work_dir = './work_dirs/tutorial'\n",
      "seed = 0\n",
      "gpu_ids = range(0, 1)\n",
      "device = 'cuda'\n",
      "\n"
     ],
     "output_type": "stream"
    }
   ],
   "source": [
    "from mmseg.apis import set_random_seed\n",
    "from mmseg.utils import get_device\n",
    "\n",
    "# Since we use only one GPU, BN is used instead of SyncBN\n",
    "cfg.norm_cfg = dict(type='BN', requires_grad=True)\n",
    "cfg.model.backbone.norm_cfg = cfg.norm_cfg\n",
    "cfg.model.decode_head.norm_cfg = cfg.norm_cfg\n",
    "cfg.model.auxiliary_head.norm_cfg = cfg.norm_cfg\n",
    "# modify num classes of the model in decode/auxiliary head\n",
    "cfg.model.decode_head.num_classes = 8\n",
    "cfg.model.auxiliary_head.num_classes = 8\n",
    "\n",
    "# Modify dataset type and path\n",
    "cfg.dataset_type = 'StanfordBackgroundDataset'\n",
    "cfg.data_root = data_root\n",
    "\n",
    "cfg.data.samples_per_gpu = 8\n",
    "cfg.data.workers_per_gpu=8\n",
    "\n",
    "cfg.img_norm_cfg = dict(\n",
    "    mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True)\n",
    "cfg.crop_size = (256, 256)\n",
    "cfg.train_pipeline = [\n",
    "    dict(type='LoadImageFromFile'),\n",
    "    dict(type='LoadAnnotations'),\n",
    "    dict(type='Resize', img_scale=(320, 240), ratio_range=(0.5, 2.0)),\n",
    "    dict(type='RandomCrop', crop_size=cfg.crop_size, cat_max_ratio=0.75),\n",
    "    dict(type='RandomFlip', flip_ratio=0.5),\n",
    "    dict(type='PhotoMetricDistortion'),\n",
    "    dict(type='Normalize', **cfg.img_norm_cfg),\n",
    "    dict(type='Pad', size=cfg.crop_size, pad_val=0, seg_pad_val=255),\n",
    "    dict(type='DefaultFormatBundle'),\n",
    "    dict(type='Collect', keys=['img', 'gt_semantic_seg']),\n",
    "]\n",
    "\n",
    "cfg.test_pipeline = [\n",
    "    dict(type='LoadImageFromFile'),\n",
    "    dict(\n",
    "        type='MultiScaleFlipAug',\n",
    "        img_scale=(320, 240),\n",
    "        # img_ratios=[0.5, 0.75, 1.0, 1.25, 1.5, 1.75],\n",
    "        flip=False,\n",
    "        transforms=[\n",
    "            dict(type='Resize', keep_ratio=True),\n",
    "            dict(type='RandomFlip'),\n",
    "            dict(type='Normalize', **cfg.img_norm_cfg),\n",
    "            dict(type='ImageToTensor', keys=['img']),\n",
    "            dict(type='Collect', keys=['img']),\n",
    "        ])\n",
    "]\n",
    "\n",
    "\n",
    "cfg.data.train.type = cfg.dataset_type\n",
    "cfg.data.train.data_root = cfg.data_root\n",
    "cfg.data.train.img_dir = img_dir\n",
    "cfg.data.train.ann_dir = ann_dir\n",
    "cfg.data.train.pipeline = cfg.train_pipeline\n",
    "cfg.data.train.split = 'splits/train.txt'\n",
    "\n",
    "cfg.data.val.type = cfg.dataset_type\n",
    "cfg.data.val.data_root = cfg.data_root\n",
    "cfg.data.val.img_dir = img_dir\n",
    "cfg.data.val.ann_dir = ann_dir\n",
    "cfg.data.val.pipeline = cfg.test_pipeline\n",
    "cfg.data.val.split = 'splits/val.txt'\n",
    "\n",
    "cfg.data.test.type = cfg.dataset_type\n",
    "cfg.data.test.data_root = cfg.data_root\n",
    "cfg.data.test.img_dir = img_dir\n",
    "cfg.data.test.ann_dir = ann_dir\n",
    "cfg.data.test.pipeline = cfg.test_pipeline\n",
    "cfg.data.test.split = 'splits/val.txt'\n",
    "\n",
    "# We can still use the pre-trained Mask RCNN model though we do not need to\n",
    "# use the mask branch\n",
    "#cfg.load_from = '../pspnet_r50-d8_512x1024_40k_cityscapes_20200605_003338-2966598c.pth'\n",
    "\n",
    "# Set up working dir to save files and logs.\n",
    "cfg.work_dir = './work_dirs/tutorial'\n",
    "\n",
    "cfg.runner.max_iters = 200\n",
    "cfg.log_config.interval = 10\n",
    "cfg.evaluation.interval = 200\n",
    "cfg.checkpoint_config.interval = 200\n",
    "\n",
    "# Set seed to facitate reproducing the result\n",
    "cfg.seed = 0\n",
    "set_random_seed(0, deterministic=False)\n",
    "cfg.gpu_ids = range(1)\n",
    "cfg.device = get_device()\n",
    "\n",
    "# Let's have a look at the final config used for training\n",
    "print(f'Config:\\n{cfg.pretty_text}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "QWuH14LYF2gQ"
   },
   "source": [
    "### Train and Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "jYKoSfdMF12B",
    "outputId": "422219ca-d7a5-4890-f09f-88c959942e64",
    "pycharm": {
     "is_executing": false
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "text": [
      "2022-12-04 06:47:01,995 - mmseg - INFO - Loaded 572 images\n"
     ],
     "output_type": "stream"
    },
    {
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32md:\\program_files\\anaconda3\\envs\\pytorch\\lib\\site-packages\\mmcv\\utils\\registry.py\u001b[0m in \u001b[0;36mbuild_from_cfg\u001b[1;34m(cfg, registry, default_args)\u001b[0m\n\u001b[0;32m     51\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 52\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mobj_cls\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m**\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     53\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Project\\CV\\mmlab\\mmsegmentation\\mmseg\\models\\segmentors\\encoder_decoder.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, backbone, decode_head, neck, auxiliary_head, train_cfg, test_cfg, pretrained, init_cfg)\u001b[0m\n\u001b[0;32m     33\u001b[0m             \u001b[1;32massert\u001b[0m \u001b[0mbackbone\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'pretrained'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0;31m \u001b[0m\u001b[0;31m\\\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 34\u001b[1;33m                 \u001b[1;34m'both backbone and segmentor set pretrained weight'\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     35\u001b[0m             \u001b[0mbackbone\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpretrained\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpretrained\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAssertionError\u001b[0m: both backbone and segmentor set pretrained weight",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[1;31mAssertionError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_21536\\188410326.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      8\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;31m# Build the detector\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 10\u001b[1;33m \u001b[0mmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuild_segmentor\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcfg\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     11\u001b[0m \u001b[1;31m# Add an attribute for visualization convenience\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mCLASSES\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdatasets\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mCLASSES\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Project\\CV\\mmlab\\mmsegmentation\\mmseg\\models\\builder.py\u001b[0m in \u001b[0;36mbuild_segmentor\u001b[1;34m(cfg, train_cfg, test_cfg)\u001b[0m\n\u001b[0;32m     47\u001b[0m         \u001b[1;34m'test_cfg specified in both outer field and model field '\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     48\u001b[0m     return SEGMENTORS.build(\n\u001b[1;32m---> 49\u001b[1;33m         cfg, default_args=dict(train_cfg=train_cfg, test_cfg=test_cfg))\n\u001b[0m",
      "\u001b[1;32md:\\program_files\\anaconda3\\envs\\pytorch\\lib\\site-packages\\mmcv\\utils\\registry.py\u001b[0m in \u001b[0;36mbuild\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m    210\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    211\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mbuild\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 212\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbuild_func\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mregistry\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    213\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    214\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_add_children\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mregistry\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32md:\\program_files\\anaconda3\\envs\\pytorch\\lib\\site-packages\\mmcv\\cnn\\builder.py\u001b[0m in \u001b[0;36mbuild_model_from_cfg\u001b[1;34m(cfg, registry, default_args)\u001b[0m\n\u001b[0;32m     25\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mSequential\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0mmodules\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     26\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 27\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mbuild_from_cfg\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcfg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mregistry\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdefault_args\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     28\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     29\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32md:\\program_files\\anaconda3\\envs\\pytorch\\lib\\site-packages\\mmcv\\utils\\registry.py\u001b[0m in \u001b[0;36mbuild_from_cfg\u001b[1;34m(cfg, registry, default_args)\u001b[0m\n\u001b[0;32m     53\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     54\u001b[0m         \u001b[1;31m# Normal TypeError does not print class name.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 55\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34mf'{obj_cls.__name__}: {e}'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     56\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     57\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAssertionError\u001b[0m: EncoderDecoder: both backbone and segmentor set pretrained weight"
     ],
     "ename": "AssertionError",
     "evalue": "EncoderDecoder: both backbone and segmentor set pretrained weight",
     "output_type": "error"
    }
   ],
   "source": [
    "from mmseg.datasets import build_dataset\n",
    "from mmseg.models import build_segmentor\n",
    "from mmseg.apis import train_segmentor\n",
    "\n",
    "\n",
    "# Build the dataset\n",
    "datasets = [build_dataset(cfg.data.train)]\n",
    "\n",
    "# Build the detector\n",
    "model = build_segmentor(cfg.model)\n",
    "# Add an attribute for visualization convenience\n",
    "model.CLASSES = datasets[0].CLASSES\n",
    "\n",
    "# Create work_dir\n",
    "mmcv.mkdir_or_exist(osp.abspath(cfg.work_dir))\n",
    "train_segmentor(model, datasets, cfg, distributed=False, validate=True, \n",
    "                meta=dict())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "DEkWOP-NMbc_"
   },
   "source": [
    "Inference with trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 645
    },
    "id": "ekG__UfaH_OU",
    "outputId": "1437419c-869a-4902-df86-d4f6f8b2597a"
   },
   "outputs": [],
   "source": [
    "img = mmcv.imread('iccv09Data/images/6000124.jpg')\n",
    "\n",
    "model.cfg = cfg\n",
    "result = inference_segmentor(model, img)\n",
    "plt.figure(figsize=(8, 6))\n",
    "show_result_pyplot(model, img, result, palette)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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